19. Merge Intervals
mediumAsked at CoinbaseCollapse overlapping trading windows into consolidated ranges — Coinbase uses interval merging to evaluate how engineers reason about time-series events like order-book snapshots and candlestick aggregation.
By Alex Chen, Founder, InterviewChamp.AI · Last verified
Problem
Given an array of intervals where intervals[i] = [start_i, end_i], merge all overlapping intervals and return an array of the non-overlapping intervals that cover all input intervals.
Constraints
1 <= intervals.length <= 10^4intervals[i].length == 20 <= start_i <= end_i <= 10^4
Examples
Example 1
intervals = [[1,3],[2,6],[8,10],[15,18]][[1,6],[8,10],[15,18]]Explanation: [1,3] and [2,6] overlap, merge to [1,6].
Example 2
intervals = [[1,4],[4,5]][[1,5]]Explanation: Touching endpoints count as overlapping.
Approaches
1. Brute force (pairwise check)
Repeatedly scan all pairs and merge any that overlap until no more merges occur. O(n^2) per pass.
- Time
- O(n^2)
- Space
- O(n)
function mergeIntervals(intervals) {
let changed = true;
while (changed) {
changed = false;
const next = [];
const used = new Array(intervals.length).fill(false);
for (let i = 0; i < intervals.length; i++) {
if (used[i]) continue;
let [s, e] = intervals[i];
for (let j = i + 1; j < intervals.length; j++) {
if (used[j]) continue;
const [s2, e2] = intervals[j];
if (s2 <= e && e2 >= s) {
s = Math.min(s, s2);
e = Math.max(e, e2);
used[j] = true;
changed = true;
}
}
next.push([s, e]);
}
intervals = next;
}
return intervals;
}Tradeoff:
2. Sort then linear scan (optimal)
Sort by start time; iterate once, extending the current interval or pushing a new one when no overlap.
- Time
- O(n log n)
- Space
- O(n)
function merge(intervals) {
intervals.sort((a, b) => a[0] - b[0]);
const result = [intervals[0]];
for (let i = 1; i < intervals.length; i++) {
const last = result[result.length - 1];
if (intervals[i][0] <= last[1]) {
last[1] = Math.max(last[1], intervals[i][1]);
} else {
result.push(intervals[i]);
}
}
return result;
}Tradeoff:
Coinbase-specific tips
Coinbase evaluates whether you immediately sort before scanning — the interview equivalent of normalising a time-series before aggregating OHLC candles. They also watch for off-by-one errors on touching endpoints (start_i == end_j merges), which maps directly to fence-post bugs in settlement-window calculations.
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